In Relation Extraction (RE), a single document often mentions multiple entities exhibiting complex cross-sentence relationships. Most existing RE methods focus on intra-sentence extraction and are inadequate for collectively identifying relational facts expressed across long paragraphs. Extracting these facts requires models capable of handling complicated contexts, such as full documents, rather than relying solely on isolated single sentences.